{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Baseline examples\n",
    "\n",
    "Charles Le Losq\n",
    "\n",
    "August 2016\n",
    "\n",
    "This notebook shows examples of how to use the baseline function, and compares the outcomes of using splines over machine learning algorithms.\n",
    "    \n",
    "First we call the relevant libraries. Note that Scikit Learn SHOULD be installed to your system to use the machine learning algorithms..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "using Spectra\n",
    "using PyPlot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we import one of the Raman spectrum from the example data folder, and we plot it to have a nice look at it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x3289c9290>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "1-element Array{Any,1}:\n",
       " PyObject <matplotlib.lines.Line2D object at 0x322261e10>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spectra = readdlm(\"./data/r040.txt\")\n",
    "if spectra[end,1] < spectra[1,1]\n",
    "    spectra = flipdim(spectra,1)\n",
    "end\n",
    "\n",
    "x = spectra[:,1]\n",
    "y = spectra[:,2]\n",
    "\n",
    "roi = [0. 200.; 750. 810.; 1260. 2000;2500 3100; 3750 4000]\n",
    "x, y_long,ese_long = tlcorrection(spectra,23.0,532.0);\n",
    "\n",
    "y_poly, bas_poly = baseline(x,y_long,roi,\"poly\",p=1.0)\n",
    "\n",
    "X_low_lf = x[y .==minimum(y[1100.<x.<1400])]\n",
    "Y_low_lf = mean(y[X_low_lf-5 .< x .< X_low_lf+5])\n",
    "y_calc1_part1 = y[:]\n",
    "y_calc1_part1[x.<X_low_lf] = Y_low_lf\n",
    "\n",
    "figure()\n",
    "plot(x,y,color=\"black\")\n",
    "plot(x,y_calc1_part1,color=\"red\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Subtracting baseline from Raman spectra after temperature and excitation line effect corrections"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x327fb96d0>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.legend.Legend object at 0x3276d33d0>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_fit=x[x.<1500]\n",
    "y_fit=y_long[x.<1500]\n",
    "\n",
    "y_svm, bas_svm = baseline(x_fit,y_fit,roi,\"SVMregression\")\n",
    "y_kr, bas_kr = baseline(x_fit,y_fit,roi,\"KRregression\")\n",
    "#y_gb, bas_gb = baseline(x_fit,y_fit,roi,\"GPregression\")\n",
    "y_gcvspline, bas_gcvspline = baseline(x_fit,y_fit,roi,\"gcvspline\",p=[0.5])\n",
    "y_poly, bas_poly = baseline(x_fit,y_fit,roi,\"poly\",p=5.0)\n",
    "\n",
    "figure()\n",
    "title(\"Low frequency part\")\n",
    "plot(x_fit,y_fit,\"black\",label=\"signal\")\n",
    "plot(x_fit,bas_svm,\"cyan\",label=\"SVM\")\n",
    "plot(x_fit,bas_kr,\"magenta\",label=\"Kernel Ridge\")\n",
    "#plot(x_fit,bas_gb,\"green\",label=\"Gaussian Process\")\n",
    "plot(x_fit,bas_gcvspline,\"blue\",label=\"GCV spline\")\n",
    "plot(x_fit,bas_poly,\"red\",label=\"5nd order poly\")\n",
    "xlim(0,1500)\n",
    "ylim(0,maximum(y_fit[x_fit.<1500]))\n",
    "legend(loc=\"best\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x3223d9310>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.legend.Legend object at 0x329163bd0>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_fit=x[x.>2500.]\n",
    "y_fit=y_long[x.>2500.]\n",
    "\n",
    "y_svm, bas_svm = baseline(x_fit,y_fit,roi,\"SVMregression\")\n",
    "y_kr, bas_kr = baseline(x_fit,y_fit,roi,\"KRregression\")\n",
    "#y_gb, bas_gb = baseline(x_fit,y_fit,roi,\"GPregression\")\n",
    "y_gcvspline, bas_gcvspline = baseline(x_fit,y_fit,roi,\"gcvspline\",p=0.5)\n",
    "y_poly, bas_poly = baseline(x_fit,y_fit,roi,\"poly\",p=5.0)\n",
    "\n",
    "figure()\n",
    "title(\"High frequency part\")\n",
    "plot(x_fit,y_fit,\"black\",label=\"signal\")\n",
    "plot(x_fit,bas_svm,\"cyan\",label=\"SVM\")\n",
    "plot(x_fit,bas_kr,\"magenta\",label=\"Kernel Ridge\")\n",
    "#plot(x_fit,bas_gb,\"green\",label=\"Gaussian Process\")\n",
    "plot(x_fit,bas_gcvspline,\"blue\",label=\"GCV spline\")\n",
    "plot(x_fit,bas_poly,\"red\",label=\"5nd order poly\")\n",
    "xlim(2500,4000)\n",
    "ylim(0,maximum(y_fit[x_fit.>2500]))\n",
    "legend(loc=\"best\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# .. and on RAW spectrum:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x327fb9510>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.legend.Legend object at 0x328ce4650>"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_fit=x[x.<1500]\n",
    "y_fit=y[x.<1500]\n",
    "# and we need to change the roi because of the Boson peak\n",
    "roi = [110. 200.; 750. 810.; 1260. 2000;2500 3100; 3750 4000]\n",
    "\n",
    "y_svm, bas_svm = baseline(x_fit,y_fit,roi,\"SVMregression\")\n",
    "y_kr, bas_kr = baseline(x_fit,y_fit,roi,\"KRregression\")\n",
    "#y_gb, bas_gb = baseline(x_fit,y_fit,roi,\"GPregression\")\n",
    "y_gcvspline, bas_gcvspline = baseline(x_fit,y_fit,roi,\"gcvspline\",p=[0.5])\n",
    "y_poly, bas_poly = baseline(x_fit,y_fit,roi,\"poly\",p=5.0)\n",
    "\n",
    "figure()\n",
    "title(\"Low frequency part\")\n",
    "plot(x_fit,y_fit,\"black\",label=\"signal\")\n",
    "plot(x_fit,bas_svm,\"cyan\",label=\"SVM\")\n",
    "plot(x_fit,bas_kr,\"magenta\",label=\"Kernel Ridge\")\n",
    "#plot(x_fit,bas_gb,\"green\",label=\"Gaussian Process\")\n",
    "plot(x_fit,bas_gcvspline,\"blue\",label=\"GCV spline\")\n",
    "plot(x_fit,bas_poly,\"red\",label=\"5nd order poly\")\n",
    "xlim(0,1500)\n",
    "ylim(0,maximum(y_fit[x_fit.<1500]))\n",
    "legend(loc=\"best\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x3276997d0>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.legend.Legend object at 0x328ad6310>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_fit=x[x.>2500.]\n",
    "y_fit=y[x.>2500.]\n",
    "\n",
    "y_svm, bas_svm = baseline(x_fit,y_fit,roi,\"SVMregression\")\n",
    "y_kr, bas_kr = baseline(x_fit,y_fit,roi,\"KRregression\")\n",
    "#y_gb, bas_gb = baseline(x_fit,y_fit,roi,\"GPregression\")\n",
    "y_gcvspline, bas_gcvspline = baseline(x_fit,y_fit,roi,\"gcvspline\",p=0.5)\n",
    "y_poly, bas_poly = baseline(x_fit,y_fit,roi,\"poly\",p=5.0)\n",
    "\n",
    "figure()\n",
    "title(\"High frequency part\")\n",
    "plot(x_fit,y_fit,\"black\",label=\"signal\")\n",
    "plot(x_fit,bas_svm,\"cyan\",label=\"SVM\")\n",
    "plot(x_fit,bas_kr,\"magenta\",label=\"Kernel Ridge\")\n",
    "#plot(x_fit,bas_gb,\"green\",label=\"Gaussian Process\")\n",
    "plot(x_fit,bas_gcvspline,\"blue\",label=\"GCV spline\")\n",
    "plot(x_fit,bas_poly,\"red\",label=\"5nd order poly\")\n",
    "xlim(2500,4000)\n",
    "ylim(0,maximum(y_fit[x_fit.>2500]))\n",
    "legend(loc=\"best\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Julia 0.4.6",
   "language": "julia",
   "name": "julia-0.4"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "0.4.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
